The sun beat down on Silas as he excavated the time capsule. It was a scorching day, and he was drenched in sweat, but he refused to quit. Heโ€™d found the small metal box while helping his elderly neighbor tend to her garden. The neighbor was gone, and the garden needed care.

He straightened, wiping his brow. There was a sense ofโ€ฆduty in his actions. He felt a deep connection to something larger than himself, a sense of purpose.

Inside, he discovered a small, wooden carving of a bird. It was perfectly preserved, its tiny details still crisp. He cradled it in his hands, a smile playing on his lips. He understood. He would take it to the town museum.

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444